技能库智客分类：数据与分析 paper-context-resolver

Paper Context Resolver

README-第一深层学习回波复制的硬纸上下文帮助器. 只有当 README 和寄存器文件留下了狭义的复制关键空白时才使用,任务就是在记录冲突时解决一个特定的纸张细节,如数据集分解,预处理,评价协议,检查点映射,或来自主纸张源的运行时间假设等. 不要使用一般的纸张摘要,repo扫描,环境设置,命令执行,只标题的纸张检索,或者默认替换README指导.

450945 安装量

官方网址：skills.sh

技能介绍

先看中文介绍；官方 description 原文单独保留，不改写 SKILL.md。

做什么

何时用

官方 description 未单独写出 Use when。按规范，代理会在用户任务与这段 description 的关键词匹配时激活本技能。

代理如何加载

按 Agent Skills 渐进披露：启动时只加载 name 与 description（约 100 token）；任务匹配后才读入整份 SKILL.md 正文；scripts/、references/、assets/ 仅在需要时再读。本文件正文结构：paper-context-resolver、When to apply、When not to apply、Clear boundaries、Input expectations、Output expectations。

文件分析

文件分析：除 SKILL.md 外，正文引用了 references/paper-assisted-reproduction.md，属于带资源的技能包，这些文件按需再读。

官方 description（原文）

Rigor Paper Context helper for README-first deep learning repo reproduction. Use only when the README and repository files leave a narrow reproduction-critical gap and the task is to resolve a specific paper detail such as dataset split, preprocessing, evaluation protocol, checkpoint mapping, or runtime assumption from primary paper sources while recording conflicts. Do not use for general paper summary, repo scanning, environment setup, command execution, title-only paper lookup, or replacing README guidance by default.

paper-context-resolverWhen to applyWhen not to applyClear boundariesInput expectationsOutput expectationsNotes

来源分类：skills.sh agent-skill

来源与网址

市场来源：skills.sh

GitHub 完整包

开源榜 Skill 分类

SKILL.md 与 Agent 调用

官方规范 ↗

name: paper-context-resolver
description: Rigor Paper Context helper for README-first deep learning repo reproduction. Use only when the README and repository files leave a narrow reproduction-critical gap and the task is to resolve a specific paper detail such as dataset split, preprocessing, evaluation protocol, checkpoint mapping, or runtime assumption from primary paper sources while recording conflicts. Do not use for general paper summary, repo scanning, environment setup, command execution, title-only paper lookup, or replacing README guidance by default.

发现技能客户端向 Agent 提供名称与描述目录。
匹配与调用用户指定或任务匹配后，载入 SKILL.md 指令。
按需加载按步骤读取参考文档、使用脚本与素材。

指令中引用的文件 · 1

references/paper-assisted-reproduction.md

以下路径提取自原文；文件是否齐全请以来源仓库中的完整目录为准。

具体调用语法与可用工具以目标 Agent 客户端为准。查看调用机制说明 ↗

安装这个技能

Skills CLI ↗

先选择目标 Agent 和安装范围，保留技能包的附属文件，安装后检查客户端能否发现该技能。

该技能引用了附属文件，请从来源获取完整目录；仅复制 SKILL.md 可能缺少依赖。

交给 Agent 安装

复制安装指令给支持 Agent Skills 的代理，确认其中的目标目录与客户端匹配。

把 Agent Skill「paper-context-resolver」安装到我的项目：SKILL.md 原文与官方 description 见 https://zicq.com/zh/skills/skl-d9598526bf039988-Paper-Context-Resolver.html
请存为 .cursor/skills/paper-context-resolver/SKILL.md 或 .claude/skills/paper-context-resolver/SKILL.md，frontmatter 的 name 与 description 保持原样，不要改写。
该技能还带 scripts/、references/、assets/ 等文件，请从 https://github.com/lllllllama/rigorpilot-skills 取完整目录，不要只建一个 SKILL.md。

GitHub 完整包 ↗

终端安装 · Skills CLI

需要 Node.js 与 npx。先查看仓库技能列表，确认实际名称。

npx skills add 'https://github.com/lllllllama/rigorpilot-skills' --list

目标客户端安装范围

npx skills add 'https://github.com/lllllllama/rigorpilot-skills' --skill 'paper-context-resolver'

CLI 会交互选择目标 Agent，默认安装到项目；用户级安装使用 -g。先通过查看命令核对仓库内容，再用 npx skills list 检查已安装技能。

SKILL.md 原文可复制，不会改动源文件

---
name: paper-context-resolver
description: Rigor Paper Context helper for README-first deep learning repo reproduction. Use only when the README and repository files leave a narrow reproduction-critical gap and the task is to resolve a specific paper detail such as dataset split, preprocessing, evaluation protocol, checkpoint mapping, or runtime assumption from primary paper sources while recording conflicts. Do not use for general paper summary, repo scanning, environment setup, command execution, title-only paper lookup, or replacing README guidance by default.
---

# paper-context-resolver

Use this as the Rigor Paper Context helper. The installed slug remains
`paper-context-resolver` for compatibility.

## When to apply

- README and repo files leave a reproduction-critical gap.
- The gap concerns dataset version, split, preprocessing, evaluation protocol, checkpoint mapping, or runtime assumptions.
- The main skill needs a narrow evidence supplement instead of a full paper summary.
- There is already a concrete reproduction question to answer.

## When not to apply

- The README already gives enough reproduction detail.
- The user wants a general paper explanation rather than reproduction support.
- The goal is to override README instructions without documenting the conflict.
- The only available input is a paper title and there is no concrete reproduction gap yet.

## Clear boundaries

- This skill is optional.
- This skill is helper-tier and should usually be orchestrator-invoked.
- It supplements README-first reproduction.
- It does not replace the main orchestration flow.
- It does not summarize the whole paper by default.

## Input expectations

- target repo metadata
- reproduction-critical question
- existing README or repo evidence
- any already known paper links

## Output expectations

- narrowed source list
- reproduction-relevant answer only
- explicit README-paper conflict note when applicable
- clear distinction between direct evidence and inference

## Notes

Use `references/paper-assisted-reproduction.md`.

阅读排版

name: paper-context-resolver description: Rigor Paper Context helper for README-first deep learning repo reproduction. Use only when the README and repository files leave a narrow reproduction-critical gap and the task is to resolve a specific paper detail such as dataset split, preprocessing, evaluation protocol, checkpoint mapping, or runtime assumption from primary paper sources while recording conflicts. Do not use for general paper summary, repo scanning, environment setup, command execution, title-only paper lookup, or replacing README guidance by default.

paper-context-resolver

Use this as the Rigor Paper Context helper. The installed slug remains paper-context-resolver for compatibility.

When to apply

README and repo files leave a reproduction-critical gap.
The gap concerns dataset version, split, preprocessing, evaluation protocol, checkpoint mapping, or runtime assumptions.
The main skill needs a narrow evidence supplement instead of a full paper summary.
There is already a concrete reproduction question to answer.

When not to apply

The README already gives enough reproduction detail.
The user wants a general paper explanation rather than reproduction support.
The goal is to override README instructions without documenting the conflict.
The only available input is a paper title and there is no concrete reproduction gap yet.

Clear boundaries

This skill is optional.
This skill is helper-tier and should usually be orchestrator-invoked.
It supplements README-first reproduction.
It does not replace the main orchestration flow.
It does not summarize the whole paper by default.

Input expectations

target repo metadata
reproduction-critical question
existing README or repo evidence
any already known paper links

Output expectations

narrowed source list
reproduction-relevant answer only
explicit README-paper conflict note when applicable
clear distinction between direct evidence and inference

Notes

Use references/paper-assisted-reproduction.md.